On the Equivalence of SVD and PCA
Wu Chun · Chinese Journal of Computers · 2004
A novel proof on the optimal performance of the proper orthogonal bases of the singular value decomposition (SVD) is presented based on the Frobenius norm. The equivalence of the SVD and the principal component analysis (PCA) is indicated.